SDF

Claim Tool

Last updated: November 19, 2025

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What is SDF?

SDF AI, now part of dbt Labs, delivers advanced SQL comprehension that’s deeply integrated into dbt to accelerate analytics development, enable reliable column-level lineage, and improve developer efficiency at scale. By powering a faster, more cost‑efficient dbt engine and unlocking rich metadata for governance, SDF helps analytics engineering teams ship trusted data faster across complex environments while balancing agility and quality.

Category

SQL

SDF's Top Features

Advanced SQL comprehension across multiple levels of precision

Deep, dbt-native integration that enhances the developer experience

Acceleration of the analytics development lifecycle (ADLC)

True column-level lineage for precise traceability

Faster, more cost-efficient dbt engine powered by SDF

Support for rich metadata to strengthen governance and auditing

Scales to complex data environments while balancing agility and quality

Resources including webinars, whitepapers, and ebooks

Community engagement via the dbt Community for peer support and growth

Improved developer efficiency and workflow reliability in analytics engineering

Frequently asked questions about SDF

SDF's pricing

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    Use Cases

    Analytics engineers

    Generate and trust column-level lineage to quickly debug, impact-analyze, and refactor models.

    Data platform teams

    Improve dbt job performance and cost-efficiency across large, complex pipelines.

    BI developers

    Trace metric columns back to source to validate dashboards and eliminate reporting discrepancies.

    Data governance leaders

    Leverage rich metadata for compliance, auditability, and data stewardship at scale.

    Heads of data / CTOs

    Scale the analytics development lifecycle (ADLC) without sacrificing quality or velocity.

    Data product managers

    Map dependencies and plan safe changes with precise lineage and SQL understanding.

    Consultants / SIs

    Accelerate migrations and modernization by rapidly comprehending existing SQL and dependencies.

    FinServ analytics teams

    Ensure traceability for regulated reporting with column-level lineage and governance metadata.

    Healthcare analytics

    Improve trust and oversight for sensitive data models through fine-grained lineage and documentation.

    High-growth startups

    Move fast with confidence by using dbt with SDF to manage complexity as data scales.

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